Takeover Tracker
vs

37 shared · 11 different

core competencies

Side-by-Side Comparison

MetricCooks, Private HouseholdHosts and Hostesses, Restaurant, Lounge, and Coffee Shop
Risk Score23.5%39.5%
Risk TierLow RiskMedium Risk
Risk Percentile15th79th
Tasks at Risk (>50%)4 / 137 / 15
Median Salary$44,530$30,380
Employment900427K

Skill Comparison

|

Sorted by largest difference

Monitoring and Controlling Resources
Organizing, Planning, and Prioritizing Work
Communicating with Supervisors, Peers, or Subordinates
Getting Information
Performing for or Working Directly with the Public
Manual DexterityAI-Resistant
Finger Dexterity
Thinking Creatively
Administration and Management
Scheduling Work and Activities
Handling and Moving Objects

Protective Factors

Higher values indicate stronger protection against AI displacement

Cooks, Private Household

27%

total discount

Hosts and Hostesses, Restaurant, Lounge, and Coffee Shop

24%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Cooks, Private Household

4 of 13 at risk
85%Keep records pertaining to menus, finances, and other business-related issues.
73%Shop for or order food and kitchen supplies and equipment.
59%Plan menus according to employers' needs and diet restrictions.
55%Create and explore new cuisines.
47%Plan and prepare food for parties, holiday meals, luncheons, special functions, and other social events.

Hosts and Hostesses, Restaurant, Lounge, and Coffee Shop

7 of 15 at risk
88%Operate cash registers to accept payments for food and beverages.
87%Assign patrons to tables suitable for their needs and according to rotation so that servers receive an appropriate number of seatings.
84%Prepare cash receipts after establishments close, and make bank deposits.
68%Receive and record patrons' dining reservations.
62%Answer telephone calls and respond to inquiries or transfer calls.

Wage Comparison

Hosts and Hostesses, Restaurant, Lounge, and Coffee Shop earns -$14,150(-32%) vs Cooks, Private Household
Cooks, Private HouseholdHosts and Hostesses, Restaurant, Lounge, and Coffee Shop
10th
$38,240$22,010
25th
$42,800$26,630
Median
$44,530$30,380
75th
$47,150$35,840
90th
$92,480$42,600

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Cooks, Private Household20282035
Hosts and Hostesses, Restaurant, Lounge, and Coffee Shop20282035
20242030203520402045

Cooks, Private Household has a longer runway before significant displacement, projected 0 years later than Hosts and Hostesses, Restaurant, Lounge, and Coffee Shop.

Risk-Adjusted Salary

Salary weighted by displacement risk: salary × (1 − risk%)

Cooks, Private Household

$34,048

from $44,530

Hosts and Hostesses, Restaurant, Lounge, and Coffee Shop

$18,368

from $30,380

After adjusting for AI risk, Cooks, Private Household offers $15,680 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Cooks,

0

Unique to Hosts

Combined Protection Strategy

Regardless of which path you choose, focus on these protective factors

Creativity
Fine Manipulation
Social Intelligence
Regulatory Barriers
Cooks, Private HouseholdHosts and Hostesses, Restaurant, Lounge, and Coffee Shop